{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"yolov3.ipynb","provenance":[],"collapsed_sections":["f0H2NawbCrru","XcYxy-5JH3j7"],"toc_visible":true},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"TPU"},"cells":[{"cell_type":"markdown","metadata":{"id":"zCCm4qvt8NSN","colab_type":"text"},"source":["# YOLOv3-Depth"]},{"cell_type":"markdown","metadata":{"id":"7jpa1koQV4CI","colab_type":"text"},"source":["## Setup"]},{"cell_type":"code","metadata":{"id":"3qKT50TKeq3d","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":124},"outputId":"17d77134-40f2-40dd-af16-534209200594","executionInfo":{"status":"ok","timestamp":1590509256249,"user_tz":-480,"elapsed":22952,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}}},"source":["from google.colab import drive\n","drive.mount('/content/drive')"],"execution_count":3,"outputs":[{"output_type":"stream","text":["Go to this URL in a browser: https://accounts.google.com/o/oauth2/auth?client_id=947318989803-6bn6qk8qdgf4n4g3pfee6491hc0brc4i.apps.googleusercontent.com&redirect_uri=urn%3aietf%3awg%3aoauth%3a2.0%3aoob&response_type=code&scope=email%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdocs.test%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive%20https%3a%2f%2fwww.googleapis.com%2fauth%2fdrive.photos.readonly%20https%3a%2f%2fwww.googleapis.com%2fauth%2fpeopleapi.readonly\n","\n","Enter your authorization code:\n","··········\n","Mounted at /content/drive\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"IsTpy-82fxz1","colab_type":"code","colab":{}},"source":["import os\n","os.chdir(\"drive/My Drive/comp4471/yolov3/proj_code\")"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"whh8-Fw6J1Gw","colab_type":"code","colab":{}},"source":["!pip install numpy==1.17.0 -U\n","# To solve this COCO API issue: https://github.com/cocodataset/cocoapi/issues/421"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Lkndd8EXvK_L","colab_type":"code","colab":{}},"source":["import importlib\n","import time\n","import numpy as np\n","\n","import tensorflow as tf\n","from tensorflow.keras import Input, Model\n","\n","from dataloader import create_batches, load_images\n","from yolo import Yolov3_Tiny"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"OFb_Mp7dK50A","colab_type":"text"},"source":["### Check the Directory Structure\n","Trained model ckpts, COCO and NYU datasets"]},{"cell_type":"code","metadata":{"id":"K28J-DzlJ5pA","colab_type":"code","outputId":"a237b971-ce79-4075-810c-11fd255c5d2e","executionInfo":{"status":"ok","timestamp":1590509301965,"user_tz":-480,"elapsed":4770,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":104}},"source":["!ls ../ckpt\n","!ls ../coco\n","!ls ../data"],"execution_count":3,"outputs":[{"output_type":"stream","text":["checkpoint\t\t  cp_1.data-00000-of-00001  cp_2.index\n","cp_0.data-00000-of-00001  cp_1.index\t\t    cp_v1.data-00000-of-00001\n","cp_0.index\t\t  cp_2.data-00000-of-00001  cp_v1.index\n","annotations  train2017\tval2017\n","coco.names  get_coco_dataset.sh  nyu_datasets  pallete.dms\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Coy_1_yWzhdQ","colab_type":"text"},"source":["## Evaluate: Depth prediction\n","* Dataset: [NYU Depth v2 Dataset](https://cs.nyu.edu/~silberman/datasets/nyu_depth_v2.html)\n","* Metric: RMSE"]},{"cell_type":"markdown","metadata":{"id":"RQYvkPzKTdYg","colab_type":"text"},"source":["### Load NYU depth data"]},{"cell_type":"markdown","metadata":{"id":"9JIa2jWAwpva","colab_type":"text"},"source":["#### Unit test dataset\n","Optional. Only executed if needed."]},{"cell_type":"code","metadata":{"id":"5lXKMo3xBVV-","colab_type":"code","colab":{}},"source":["test_nyu_csv = \"../nyu_test.csv\"\n","toy_nyu_csv = \"../nyu_toy.csv\""],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"b03r0siwA5Ne","colab_type":"code","colab":{}},"source":["f1 = open(test_nyu_csv, \"r\")\n","lines = f1.readlines()\n","f1.close()\n","\n","f2 = open(toy_nyu_csv, \"w\")\n","f2.write('\\n'.join(lines[:10])+'\\n')\n","f2.close()"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"2WtNN8CKwtPl","colab_type":"text"},"source":["#### Load data "]},{"cell_type":"code","metadata":{"id":"ybbQozG6xBsL","colab_type":"code","colab":{}},"source":["test_nyu_csv = \"../nyu_test.csv\" #@param [\"../nyu_test.csv\", \"../nyu_toy.csv\"]\n","\n","# Trial-n-error -ed. 64 is the largest valid power of 2\n","batch_size = 64 #@param"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"E8GYucGp4Bow","colab_type":"code","outputId":"76e933e1-2fb8-43a9-8c67-2fb3a50236ed","executionInfo":{"status":"ok","timestamp":1590509769596,"user_tz":-480,"elapsed":168997,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":52}},"source":["# Load NYU depth test data\n","from dataloader import load_images, create_batches\n","\n","# images, gts = load_images(test_nyu_csv)\n","images, gts = load_images(test_nyu_csv)"],"execution_count":9,"outputs":[{"output_type":"stream","text":["\r  0%|          | 0/149 [00:00<?, ?it/s]"],"name":"stderr"},{"output_type":"stream","text":["Loading traing images\n"],"name":"stdout"},{"output_type":"stream","text":["100%|██████████| 149/149 [02:48<00:00,  1.13s/it]\n"],"name":"stderr"}]},{"cell_type":"code","metadata":{"id":"CgeyoNooSz7R","colab_type":"code","colab":{}},"source":["batches = create_batches(\n","    (images / 255.0).astype(\"float32\"), gts, batch_size)\n","\n","# Sanity check\n","assert(batches[0][0].shape == (batch_size, 416, 416, 3))\n","assert(batches[0][1].shape == (batch_size, 416, 416, 1))"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"TPk_kk6QR-5o","colab_type":"text"},"source":["### Setup\n"]},{"cell_type":"code","metadata":{"id":"bjlZ6Gj4gX12","colab_type":"code","colab":{}},"source":["import matplotlib.pyplot as plt\n","import matplotlib.image as mpimg\n","%matplotlib inline\n","\n","def visualize(x, y, gt):\n","  \n","  x = x / 255.0\n","  y = (y - np.min(y)) / (np.max(y) - np.min(y))\n","\n","  # print(np.min(x), np.max(x))\n","  # print(np.min(y), np.max(y))\n","  # print(np.min(gt), np.max(gt))\n","  mn, mx = -0.1, 1.1\n","  assert(np.min(x) >= mn and np.max(x) <= mx)\n","  assert(np.min(y) >= mn and np.max(y) <= mx)\n","  assert(np.min(gt) >= mn and np.max(gt) <= mx)\n","  \n","  f, (ax1, ax2, ax3) = plt.subplots(1, 3, sharey=True)\n","  ax1.imshow(x)\n","  ax2.imshow(y.numpy()[:,:,0])\n","  ax3.imshow(gt[:,:,0])"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"WBHxb3io2KPg","colab_type":"text"},"source":["#### Sanity checks"]},{"cell_type":"code","metadata":{"id":"dZYLd3Lt2CqK","colab_type":"code","colab":{}},"source":["# value\n","assert(np.min(x_test_norm) >= 0.0)\n","assert(np.max(x_test_norm) <= 1.0 and np.max(x_test_norm) >= 0.9)\n","\n","# shape\n","assert(bbox.shape == (m, 2535, 85))\n","assert(depth.shape == y_test.shape)\n","\n","# sigmoid\n","assert(np.min(y_test) >= 0.0 and np.max(y_test) <= 1.0)\n","assert(np.min(depth) >= 0.0 and  np.max(depth) <= 1.0)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"LnU2H16Lw77n","colab_type":"text"},"source":["### Get results"]},{"cell_type":"code","metadata":{"id":"jKdK70eDxQ7D","colab_type":"code","colab":{}},"source":["# It was int, but we need float32\n","bbox, depth = Yolov3_Tiny(x_test_norm)\n","\n","# Clip\n","assert(np.max(y_test) < 1.1)\n","y_test[y_test>1.0] = 1.0"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"7sMVOa1dSSM_","colab_type":"text"},"source":["#### Visualize & eval"]},{"cell_type":"code","metadata":{"id":"_BiyuzAnuf6b","colab_type":"code","outputId":"e70b2483-d710-42b9-fc59-89992f228932","executionInfo":{"status":"ok","timestamp":1590464022499,"user_tz":-480,"elapsed":1427,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":150}},"source":["visualize(x_test[0], depth[0], y_test[0])"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 3 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"2Cy-e7RjumjV","colab_type":"code","outputId":"340a5440-d86a-499a-8337-8372c98cdb96","executionInfo":{"status":"ok","timestamp":1590464024835,"user_tz":-480,"elapsed":1605,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":150}},"source":["visualize(x_test[1], depth[1], y_test[1])"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 3 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"uC4VV5HGfwir","colab_type":"code","outputId":"0665144a-00c2-46bb-dab7-cfb1d03f4d6a","executionInfo":{"status":"ok","timestamp":1590464009903,"user_tz":-480,"elapsed":759,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["# RMSE\n","np.sqrt(np.mean((y_test - depth)**2))"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["0.25008842"]},"metadata":{"tags":[]},"execution_count":31}]},{"cell_type":"markdown","metadata":{"id":"Fb2ZxTZqwNJa","colab_type":"text"},"source":["## Evaluate: Object detection\n","* Dataset: COCO\n","* Metirc: AP"]},{"cell_type":"markdown","metadata":{"id":"f0H2NawbCrru","colab_type":"text"},"source":["### Download COCO on disk"]},{"cell_type":"code","metadata":{"id":"BWAhKwFwDQ-P","colab_type":"code","outputId":"77666c56-a58d-4199-ab34-92f72095cb91","executionInfo":{"status":"ok","timestamp":1590482780361,"user_tz":-480,"elapsed":806,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["%cd /content/"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/content\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"D4a2NV2pB0aP","colab_type":"code","outputId":"99af875d-733a-4729-ad73-e9e5a6d44318","executionInfo":{"status":"ok","timestamp":1590475981496,"user_tz":-480,"elapsed":15428,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["import requests\n","url = \"http://images.cocodataset.org/zips/val2017.zip\"\n","r = requests.get(url, allow_redirects=True)\n","open('/content/val2017.zip', 'wb').write(r.content)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["815585330"]},"metadata":{"tags":[]},"execution_count":5}]},{"cell_type":"code","metadata":{"id":"KtA1R-6xCq_J","colab_type":"code","colab":{}},"source":["!unzip /content/val2017.zip\n","# !rm /content/val2017.zip"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"FHheWK-iC3gK","colab_type":"code","outputId":"e3e21fc9-3112-4244-e85c-e96f45c9e847","executionInfo":{"status":"ok","timestamp":1590482785974,"user_tz":-480,"elapsed":768,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["%cd /content/drive/My\\ Drive/comp4471/yolov3/proj_code/"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive/comp4471/yolov3/proj_code\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"Yvoz80gS49xc","colab_type":"text"},"source":["### Load COCO"]},{"cell_type":"code","metadata":{"id":"Vov9ecYn7Vgf","colab_type":"code","colab":{}},"source":["# Load images\n","from matplotlib import image\n","from tqdm import tqdm\n","import cv2\n","import sys\n","\n","# ~2.59 GB for 5000 val images => Split into batches instead\n","def load_coco(batch_num, batch_size, size = 416):\n","    x_coco, id_coco = [], []\n","    for root, dirs, files in os.walk(\"/content/val2017\", topdown=False):\n","      files.sort()\n","      for i in range(batch_num*batch_size, min(len(files), (batch_num+1)*batch_size)):\n","\n","        # load image\n","        _image = image.imread(\"/content/val2017/\"+files[i])\n","\n","        resized_image = cv2.resize(_image, (size,size), interpolation = cv2.INTER_CUBIC)\n","\n","        # Gray scale: (size, size) => (size, size, 3)\n","        if len(resized_image.shape) == 2:\n","          resized_image = np.stack((resized_image,resized_image,resized_image), axis=2)\n","        \n","        resized_image = resized_image[np.newaxis,...]\n","        assert(resized_image.shape == (1, size, size, 3))\n","\n","        x_coco.append(np.array(resized_image, dtype=\"float32\") / 255.0)\n","        id_coco.append(int(files[i].split('.')[0]))\n","    \n","    x_coco = np.concatenate(x_coco, axis=0)  # (batch_size, size, size ,3)\n","    return x_coco, id_coco #, y_coco"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ywvbBsSEGKD9","colab_type":"code","colab":{}},"source":["# Test load one batch\n","# x_coco_b, id_coco_b = load_coco(batch_num=0, batch_size=512)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"x7Xh6zrw_M_x","colab_type":"text"},"source":["### Feed in YOLO"]},{"cell_type":"code","metadata":{"id":"b23WHWun0LiD","colab_type":"code","outputId":"0bcc4cce-de97-4ece-c21d-f440593146e4","colab":{"base_uri":"https://localhost:8080/","height":1000}},"source":["# Load and process in batches\n","import time\n","\n","n = 5000\n","num_batches = (n - 1 + batch_size) // batch_size\n","\n","bboxs, depths, ids = [], [], []\n","start_time = time.time()\n","for batch_num in tqdm(range(num_batches)):\n","  x_coco_b, id_coco_b = load_coco(batch_num, batch_size)\n","  bbox, depth = Yolov3_Tiny(x_coco_b)\n","  bboxs.append(bbox)  # Tensor type. TODO: .numpy() it\n","  # depths.append(depth)\n","  ids.append(id_coco_b)\n","  print(f\"Batch {batch_num} processed. Time elapsed: {time.time() - start_time:.2f}\")\n","\n","process_time = time.time() - start_time\n","print(\"Process done in %.1f mins\" % (process_time / 60.0))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["\n","\n","  0%|          | 0/79 [00:00<?, ?it/s]\u001b[A\u001b[A\n","\n","  1%|▏         | 1/79 [00:19<25:50, 19.88s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 0 processed. Time elapsed: 19.88\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n","  3%|▎         | 2/79 [00:38<25:03, 19.53s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 1 processed. Time elapsed: 38.59\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n","  4%|▍         | 3/79 [00:56<24:14, 19.14s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 2 processed. Time elapsed: 56.81\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n","  5%|▌         | 4/79 [01:15<23:36, 18.88s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 3 processed. Time elapsed: 75.10\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n","  6%|▋         | 5/79 [01:33<23:12, 18.81s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 4 processed. Time elapsed: 93.76\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n","  8%|▊         | 6/79 [01:52<22:49, 18.76s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 5 processed. Time elapsed: 112.39\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n","  9%|▉         | 7/79 [02:11<22:30, 18.75s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 6 processed. 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Time elapsed: 280.99\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 20%|██        | 16/79 [04:59<19:32, 18.61s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 15 processed. Time elapsed: 299.26\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 22%|██▏       | 17/79 [05:17<19:14, 18.62s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 16 processed. Time elapsed: 317.92\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 23%|██▎       | 18/79 [05:36<18:56, 18.63s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 17 processed. Time elapsed: 336.57\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 24%|██▍       | 19/79 [05:55<18:40, 18.68s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 18 processed. Time elapsed: 355.37\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 25%|██▌       | 20/79 [06:16<18:56, 19.27s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 19 processed. Time elapsed: 376.01\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 27%|██▋       | 21/79 [06:34<18:31, 19.16s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 20 processed. Time elapsed: 394.91\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 28%|██▊       | 22/79 [06:54<18:11, 19.15s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 21 processed. Time elapsed: 414.03\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 29%|██▉       | 23/79 [07:12<17:48, 19.07s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 22 processed. Time elapsed: 432.94\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 30%|███       | 24/79 [07:31<17:23, 18.98s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 23 processed. Time elapsed: 451.69\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 32%|███▏      | 25/79 [07:50<17:00, 18.90s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 24 processed. Time elapsed: 470.42\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 33%|███▎      | 26/79 [08:09<16:41, 18.90s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 25 processed. Time elapsed: 489.32\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 34%|███▍      | 27/79 [08:28<16:24, 18.93s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 26 processed. Time elapsed: 508.30\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 35%|███▌      | 28/79 [08:46<16:01, 18.86s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 27 processed. Time elapsed: 527.00\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 37%|███▋      | 29/79 [09:05<15:39, 18.78s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 28 processed. Time elapsed: 545.60\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 38%|███▊      | 30/79 [09:24<15:27, 18.93s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 29 processed. Time elapsed: 564.89\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 39%|███▉      | 31/79 [09:43<15:05, 18.87s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 30 processed. Time elapsed: 583.62\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 41%|████      | 32/79 [10:02<14:51, 18.97s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 31 processed. Time elapsed: 602.80\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 42%|████▏     | 33/79 [10:22<14:43, 19.20s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 32 processed. Time elapsed: 622.55\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 43%|████▎     | 34/79 [10:41<14:20, 19.12s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 33 processed. Time elapsed: 641.48\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 44%|████▍     | 35/79 [11:00<13:57, 19.04s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 34 processed. Time elapsed: 660.34\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 46%|████▌     | 36/79 [11:19<13:36, 18.99s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 35 processed. Time elapsed: 679.23\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 47%|████▋     | 37/79 [11:37<13:12, 18.88s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 36 processed. Time elapsed: 697.84\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 48%|████▊     | 38/79 [11:57<12:57, 18.97s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 37 processed. Time elapsed: 717.00\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 49%|████▉     | 39/79 [12:15<12:35, 18.90s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 38 processed. Time elapsed: 735.74\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 51%|█████     | 40/79 [12:34<12:14, 18.84s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 39 processed. Time elapsed: 754.45\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 52%|█████▏    | 41/79 [12:53<11:55, 18.83s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 40 processed. Time elapsed: 773.26\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 53%|█████▎    | 42/79 [13:12<11:36, 18.82s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 41 processed. Time elapsed: 792.05\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 54%|█████▍    | 43/79 [13:30<11:15, 18.76s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 42 processed. Time elapsed: 810.66\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 56%|█████▌    | 44/79 [13:49<10:54, 18.71s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 43 processed. Time elapsed: 829.26\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 57%|█████▋    | 45/79 [14:08<10:36, 18.73s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 44 processed. Time elapsed: 848.03\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 58%|█████▊    | 46/79 [14:27<10:23, 18.90s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 45 processed. Time elapsed: 867.32\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 59%|█████▉    | 47/79 [14:45<10:00, 18.78s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 46 processed. Time elapsed: 885.83\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 61%|██████    | 48/79 [15:04<09:37, 18.62s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 47 processed. Time elapsed: 904.06\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 62%|██████▏   | 49/79 [15:22<09:15, 18.53s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 48 processed. Time elapsed: 922.39\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 63%|██████▎   | 50/79 [15:41<09:00, 18.65s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 49 processed. Time elapsed: 941.32\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 65%|██████▍   | 51/79 [16:00<08:49, 18.91s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 50 processed. 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Time elapsed: 1185.72\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 81%|████████  | 64/79 [20:04<04:43, 18.90s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 63 processed. Time elapsed: 1204.46\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 82%|████████▏ | 65/79 [20:23<04:24, 18.88s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 64 processed. Time elapsed: 1223.28\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 84%|████████▎ | 66/79 [20:41<04:04, 18.82s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 65 processed. Time elapsed: 1241.96\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 85%|████████▍ | 67/79 [21:00<03:44, 18.70s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 66 processed. Time elapsed: 1260.40\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 86%|████████▌ | 68/79 [21:18<03:25, 18.65s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 67 processed. Time elapsed: 1278.94\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 87%|████████▋ | 69/79 [21:37<03:06, 18.61s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 68 processed. Time elapsed: 1297.43\n"],"name":"stdout"},{"output_type":"stream","text":["\n","\n"," 89%|████████▊ | 70/79 [21:56<02:48, 18.69s/it]\u001b[A\u001b[A"],"name":"stderr"},{"output_type":"stream","text":["Batch 69 processed. Time elapsed: 1316.31\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"74gLh83r_Vjo","colab_type":"text"},"source":["### Parse GT annotations"]},{"cell_type":"code","metadata":{"id":"Gc5UrPrPNGRP","colab_type":"code","outputId":"52a50c45-18bb-4cbe-93a8-abb5cfb0a52a","executionInfo":{"status":"ok","timestamp":1590480911244,"user_tz":-480,"elapsed":994208,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":69}},"source":["!ls /content/drive/My\\ Drive/comp4471/yolov3/coco/annotations"],"execution_count":0,"outputs":[{"output_type":"stream","text":["captions_train2017.json   instances_val2017.json\n","captions_val2017.json\t  person_keypoints_train2017.json\n","instances_train2017.json  person_keypoints_val2017.json\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"inF67Dk2O9n0","colab_type":"code","colab":{}},"source":["%matplotlib inline\n","from pycocotools.coco import COCO\n","import numpy as np\n","import skimage.io as io\n","import matplotlib.pyplot as plt\n","import pylab\n","pylab.rcParams['figure.figsize'] = (8.0, 10.0)"],"execution_count":0,"outputs":[]},{"cell_type":"markdown","metadata":{"id":"oVtRWIQ88I1J","colab_type":"text"},"source":["### Get results"]},{"cell_type":"markdown","metadata":{"id":"pljseWwWejQx","colab_type":"text"},"source":["#### Batch-streamlined"]},{"cell_type":"code","metadata":{"id":"dxCNdRETgzqC","colab_type":"code","colab":{}},"source":["!ls ../coco/annotations/instances_val2017.json"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"ZSp3zHugeoYE","colab_type":"code","colab":{}},"source":["# Load the cocoapi to resize our results first ˊˋ\n","import json\n","from json import encoder\n","\n","annFile = '../coco/annotations/instances_val2017.json'\n","def load_anno(annFile):\n","  \"\"\"sizes[img_id] = (orig_w, orig_h)\"\"\"\n","  sizes = dict()\n","  imgs = json.load(open(annFile, 'r'))['images']\n","  for img in imgs:\n","    sizes[img['id']] = (img['width'], img['height'])\n","  return js"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"kxVfT34-jbli","colab_type":"code","colab":{}},"source":["output[output[:,0] == 0]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Dg771AhdGFay","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":373},"outputId":"731351b2-afe1-4035-dffc-c7bb4f548a4f","executionInfo":{"status":"error","timestamp":1590509114217,"user_tz":-480,"elapsed":1552,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}}},"source":["from nms import non_maximum_suppression\n","\n","def write_results(bboxs, resFile, annFile):\n","  sizes = load_anno(annFile)\n","\n","  results = []\n","  for i in tqdm(range(num_batches)):\n","    bboxes = bboxs[i].numpy()\n","    confidence =  0.2 #@param\n","    num_classes = 80 #@param\n","    nms_threshold =  0.4 #@param\n","\n","    output = non_maximum_suppression(\n","        bboxes, confidence, num_classes, nms_threshold)\n","    \n","    \n","    for idx in range(len(bboxes)):\n","      for b in output[output[:,0] == idx]:\n","        idc = ids[i][idx]\n","        cls = b[7]\n","        x,w = b[[1,3]] / 416 * sizes[idc][0]\n","        y,h = b[[2,4]] / 416 * sizes[idc][1]\n","\n","        score = b[5]  # or b[6]?\n","        results.append({\n","            \"image_id\": int(idc), \n","            \"category_id\": int(cls), \n","            \"bbox\": [x,y,w,h],\n","            \"score\": score\n","        })\n","\n","  with open(resFile, 'w') as outfile:\n","      json.dump(results, outfile)"],"execution_count":1,"outputs":[{"output_type":"error","ename":"ModuleNotFoundError","evalue":"ignored","traceback":["\u001b[0;31m---------------------------------------------------------------------------\u001b[0m","\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)","\u001b[0;32m<ipython-input-1-021d979398f6>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfrom\u001b[0m \u001b[0mnms\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mnon_maximum_suppression\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mwrite_results\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbboxs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mresFile\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mannFile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m   \u001b[0msizes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_anno\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mannFile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'nms'","","\u001b[0;31m---------------------------------------------------------------------------\u001b[0;32m\nNOTE: If your import is failing due to a missing package, you can\nmanually install dependencies using either !pip or !apt.\n\nTo view examples of installing some common dependencies, click the\n\"Open Examples\" button below.\n\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n"]}]},{"cell_type":"code","metadata":{"id":"TTm3yxzfHEtY","colab_type":"code","colab":{}},"source":["resFile = \"../results/val2017fake.json\"\n","write_results(bboxs, resFile)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"kEIDFF_DIDpQ","colab_type":"code","outputId":"51004eca-6eda-469c-9a28-218084a40406","executionInfo":{"status":"ok","timestamp":1590482300182,"user_tz":-480,"elapsed":8501,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":72}},"source":["# Sanity check\n","def check_resfile():\n","  obj = json.load(open(resFile, \"r\"))\n","  print(len(obj))\n","  print(obj[0])\n","  \n","check_resfile()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["18250\n","{'image_id': 139, 'category_id': 56, 'bbox': [188.47262573242188, 205.38485717773438, 54.022518157958984, 118.25189208984375], 'score': 0.7403128147125244}\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"XcYxy-5JH3j7","colab_type":"text"},"source":["#### Other tests"]},{"cell_type":"code","metadata":{"id":"tvnYZoPT847T","colab_type":"code","colab":{}},"source":["bboxes = bboxs[0].numpy()\n","assert(bboxes.shape == (batch_size, 2535, 85))  # (batch_size, 13*13*3 + 26*26*3, 4+1+C)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"4JfEmXffa8jQ","colab_type":"code","colab":{}},"source":["# Check value range\n","f, axs = plt.subplots(1, 4)\n","\n","x = bboxes[:,:,0].flatten()\n","y = bboxes[:,:,1].flatten()\n","w = bboxes[:,:,2].flatten()\n","h = bboxes[:,:,3].flatten()\n","\n","# print(np.min(x), np.max(x))\n","# print(np.min(y), np.max(y))\n","# print(np.min(w), np.max(w))\n","# print(np.min(h), np.max(h))\n","\n","axs[0].hist(x)\n","axs[1].hist(y)\n","axs[2].hist(w)\n","axs[3].hist(h)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"jLtkrlGkQKhA","colab_type":"code","outputId":"156f4a3c-b6b4-4fae-ea56-15ff75842b4c","executionInfo":{"status":"ok","timestamp":1590434006393,"user_tz":-480,"elapsed":1165,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["%cd /content/drive/My Drive/comp4471/yolov3/proj_code"],"execution_count":0,"outputs":[{"output_type":"stream","text":["/content/drive/My Drive/comp4471/yolov3/proj_code\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"lX6YEc55beO_","colab_type":"code","outputId":"e01ed7fe-879d-457c-8066-ed28d4612073","executionInfo":{"status":"ok","timestamp":1590487535511,"user_tz":-480,"elapsed":819,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["import importlib\n","import nms\n","importlib.reload(nms)"],"execution_count":0,"outputs":[{"output_type":"execute_result","data":{"text/plain":["<module 'nms' from '/content/drive/My Drive/comp4471/yolov3/proj_code/nms.py'>"]},"metadata":{"tags":[]},"execution_count":88}]},{"cell_type":"code","metadata":{"id":"pyPXZnbo9Ym5","colab_type":"code","outputId":"e702049f-c38e-43e2-9aae-1b59aaae1395","executionInfo":{"status":"ok","timestamp":1590488197179,"user_tz":-480,"elapsed":963,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["# NMS (Non-maximum supression)\n","# from nms import non_maximum_suppression\n","\n","confidence =  0.2 #@param\n","num_classes = 80 #@param\n","nms_threshold =  0.4 #@param\n","\n","output = nms.non_maximum_suppression(\n","    bboxes, confidence, num_classes, nms_threshold)\n","print(output.shape)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["(121, 8)\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"IN5lin3MO_Nb","colab_type":"text"},"source":["8 for:\n","* 0: idx\n","* 1~4: y, x, h, w\n","* 5: confidence?\n","* 6: class score?\n","* 7: class"]},{"cell_type":"code","metadata":{"id":"QENYPsEvPKwB","colab_type":"code","outputId":"f6203ad9-3a4b-4c23-8b55-3911c7d1379f","executionInfo":{"status":"ok","timestamp":1590488204036,"user_tz":-480,"elapsed":3488,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":410}},"source":["# Work only if you load the images to x_coco\n","# To save mem., don't execute it\n","import matplotlib.patches as patches\n","\n","num_demo = 8 #@param\n","resolution = 416  #@param\n","cols = 4  #@param\n","rows = (num_demo+(cols-1))//cols\n","\n","f, axs = plt.subplots(rows, cols, sharex=True, sharey=True)\n","\n","for idx in range(num_demo):\n","  i = idx // cols\n","  j = idx % cols \n","  ax = axs[i][j]\n","\n","  ax.imshow(x_coco_b[idx])\n","  \n","  for b in output[output[:,0] == idx]:\n","    x,y,w,h = b[1:5]\n","    \n","    rect = patches.Rectangle((x,y),w,h,linewidth=1,edgecolor='r',facecolor='none')\n","    ax.add_patch(rect)\n","    "],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 8 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"_Cvy608FF0E7","colab_type":"text"},"source":["### Quantitative analysis"]},{"cell_type":"code","metadata":{"id":"2TGLxOuBZ-BQ","colab_type":"code","outputId":"bc140e3e-0d8f-4906-9a8f-7bafee4cd645","executionInfo":{"status":"ok","timestamp":1590481625959,"user_tz":-480,"elapsed":4892,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["!ls ../results"],"execution_count":0,"outputs":[{"output_type":"stream","text":["val2017fake.json\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"tjwWTB6kLQ-M","colab_type":"code","colab":{}},"source":["resFile = \"../results/val2017fake.json\""],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"LxFun2X5Y2XY","colab_type":"code","colab":{}},"source":["import json\n","from json import encoder\n","encoder.FLOAT_REPR = lambda o: format(o, '.2f')  # TODO: Make it work\n","\n","results, img_res = [], []\n","for idx in range(batch_size):\n","  img_res.append({\"category_id\":[], \"bbox\":[], \"score\":[]})\n","  for b in output[output[:,0] == idx]:\n","    idc = id_coco_b[idx]\n","    cls = b[7]\n","    x,y,w,h = b[1:5]\n","    score = b[5]  # or b[6]?\n","    results.append({\n","        \"image_id\": int(idc), \n","        \"category_id\": int(cls), \n","        \"bbox\": [x,y,w,h],  # Scale it back to the original width and height\n","        \"score\": score\n","    })\n","    img_res[idx][\"category_id\"].append(int(cls))\n","    img_res[idx][\"bbox\"].append([x,y,x+w,y+h])\n","    img_res[idx][\"score\"].append(score)\n","  \n","# Don't run it unless you want to rewrite the detection results!\n","# with open(resFile, 'w') as outfile:\n","    # json.dump(results, outfile)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"Q0YdpG7ym2Dk","colab_type":"code","outputId":"c1ca3757-5f1a-4316-cd37-f97c025dcdea","executionInfo":{"status":"ok","timestamp":1590483468992,"user_tz":-480,"elapsed":854,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":141}},"source":["# Sanily check\n","print(\"%d results\" % (len(results)))\n","\n","for i in range(5):\n","  print(results[i])\n","\n","# f = open(resFile, 'r')\n","# print(f.read()[:200])\n","# f.close()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["241 results\n","{'image_id': 139, 'category_id': 56, 'bbox': [188.47262573242188, 205.38485717773438, 54.022518157958984, 118.25189208984375], 'score': 0.7403128147125244}\n","{'image_id': 139, 'category_id': 56, 'bbox': [234.6438446044922, 212.12017822265625, 56.98689651489258, 103.26099395751953], 'score': 0.4752204418182373}\n","{'image_id': 139, 'category_id': 56, 'bbox': [142.91514587402344, 216.07781982421875, 57.17570114135742, 100.81256103515625], 'score': 0.37504827976226807}\n","{'image_id': 139, 'category_id': 56, 'bbox': [255.05050659179688, 241.68003845214844, 18.894960403442383, 41.786720275878906], 'score': 0.33568015694618225}\n","{'image_id': 139, 'category_id': 56, 'bbox': [253.26507568359375, 228.05587768554688, 21.440235137939453, 45.739593505859375], 'score': 0.3311482071876526}\n"],"name":"stdout"}]},{"cell_type":"markdown","metadata":{"id":"b8Y6NAvwppOU","colab_type":"text"},"source":["##### Gluoncv"]},{"cell_type":"code","metadata":{"id":"JjSl070JMleL","colab_type":"code","colab":{}},"source":["!pip install gluoncv mxnet"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"C1eD0ME98osq","colab_type":"code","colab":{}},"source":["from gluoncv import utils\n","from matplotlib import pyplot as plt"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"CGH7UJJZAEL7","colab_type":"code","outputId":"569e7bde-54be-4268-f35e-cfc564a63bac","executionInfo":{"status":"ok","timestamp":1590488299070,"user_tz":-480,"elapsed":1782,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":486}},"source":["img_n = 8\n","ax = utils.viz.plot_bbox(x_coco_b[img_n]*255, img_res[img_n]['bbox'])  #???\n","plt.show()"],"execution_count":0,"outputs":[{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 720x576 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"markdown","metadata":{"id":"lPQnoQoe8F-h","colab_type":"text"},"source":["### Score"]},{"cell_type":"code","metadata":{"id":"f0XkRZmnwM3W","colab_type":"code","colab":{}},"source":["%matplotlib inline\n","import matplotlib.pyplot as plt\n","from pycocotools.coco import COCO\n","from pycocotools.cocoeval import COCOeval\n","import numpy as np\n","import skimage.io as io\n","import pylab\n","pylab.rcParams['figure.figsize'] = (10.0, 8.0)"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"gGzgUyhK6xfF","colab_type":"code","outputId":"2f41e965-6c84-4673-8f53-3cd002379030","executionInfo":{"status":"ok","timestamp":1590482989896,"user_tz":-480,"elapsed":778,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":35}},"source":["annType = 'bbox'\n","prefix = 'instances'\n","print('Running demo for *%s* results.'%(annType))"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Running demo for *bbox* results.\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"5CHyBQ1h63IN","colab_type":"code","outputId":"547237d6-94c7-46d1-8b95-fa5743aefdb0","executionInfo":{"status":"ok","timestamp":1590482992621,"user_tz":-480,"elapsed":1574,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":86}},"source":["#initialize COCO ground truth api\n","dataDir='../coco'\n","dataType='val2017'\n","annFile = '%s/annotations/%s_%s.json'%(dataDir,prefix,dataType)\n","cocoGt=COCO(annFile)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["loading annotations into memory...\n","Done (t=0.77s)\n","creating index...\n","index created!\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"WHpTFSnD7ZCH","colab_type":"code","outputId":"5eedd965-b6a7-4229-e5ac-6779684f21f0","executionInfo":{"status":"ok","timestamp":1590483041599,"user_tz":-480,"elapsed":2333,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":86}},"source":["#initialize COCO detections api\n","cocoDt=cocoGt.loadRes(resFile)"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Loading and preparing results...\n","DONE (t=1.18s)\n","creating index...\n","index created!\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"cy8R6qWIadHR","colab_type":"code","colab":{}},"source":["imgIds=sorted(cocoGt.getImgIds())\n","imgIds=imgIds[0:100]\n","imgId = imgIds[np.random.randint(100)]"],"execution_count":0,"outputs":[]},{"cell_type":"code","metadata":{"id":"WwcyJnuoafOJ","colab_type":"code","outputId":"b32c643b-ed38-48c2-b504-b9ec1a0d159d","executionInfo":{"status":"ok","timestamp":1590483046593,"user_tz":-480,"elapsed":716,"user":{"displayName":"Shang-Ling Hsu","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GgmUym41oLqNyn5p5GGy_K4tbHH5S41ToTXD3bt3xE=s64","userId":"17849572641192248527"}},"colab":{"base_uri":"https://localhost:8080/","height":311}},"source":["# running evaluation\n","cocoEval = COCOeval(cocoGt,cocoDt,annType)\n","cocoEval.params.imgIds = [imgId]\n","cocoEval.evaluate()\n","cocoEval.accumulate()\n","cocoEval.summarize()"],"execution_count":0,"outputs":[{"output_type":"stream","text":["Running per image evaluation...\n","Evaluate annotation type *bbox*\n","DONE (t=0.01s).\n","Accumulating evaluation results...\n","DONE (t=0.01s).\n"," Average Precision  (AP) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.000\n"," Average Precision  (AP) @[ IoU=0.50      | area=   all | maxDets=100 ] = 0.000\n"," Average Precision  (AP) @[ IoU=0.75      | area=   all | maxDets=100 ] = 0.000\n"," Average Precision  (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.000\n"," Average Precision  (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = -1.000\n"," Average Precision  (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.000\n"," Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=  1 ] = 0.000\n"," Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets= 10 ] = 0.000\n"," Average Recall     (AR) @[ IoU=0.50:0.95 | area=   all | maxDets=100 ] = 0.000\n"," Average Recall     (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.000\n"," Average Recall     (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = -1.000\n"," Average Recall     (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.000\n"],"name":"stdout"}]}]}